Fast sink placement for Gossip-based Wireless Sensor Networks

In this paper we address the problem of sink placement for Gossip-based Wireless Sensor Networks (GWSN). Sink placement plays an important role in planning and deployment of sensor networks. It is an efficient means to improve performance and achieve design objectives. Sink deployment requires an optimization strategy to search a space of possible placement options, and a performance evaluation method to assess the quality of different sink placements. The stochastic nature of the gossip protocol makes this task challenging for GWSN. Simulation is the most common way to accurately evaluate gossiping performance; however, the time required to obtain statistically significant results is considerable and limits the scalability of the sink deployment process. We use a fast and accurate performance evaluation technique, which exploits specifics of the sink placement problem and significantly reduces evaluation time. In order to further improve the speed of the sink placement procedure we propose a greedy simulated annealing search heuristic that converges fast to a near-optimal placement. We have performed an extensive set of experiments to evaluate the performance of the proposed sink placement framework.

[1]  Milos Blagojevic,et al.  A Probabilistic Acknowledgment Mechanism for Wireless Sensor Networks , 2011, 2011 IEEE Sixth International Conference on Networking, Architecture, and Storage.

[2]  Andrej Bogdanov,et al.  Power-aware base station positioning for sensor networks , 2004, IEEE INFOCOM 2004.

[3]  Mohamed F. Younis,et al.  Strategies and techniques for node placement in wireless sensor networks: A survey , 2008, Ad Hoc Networks.

[4]  Sukun Kim,et al.  Health Monitoring of Civil Infrastructures Using Wireless Sensor Networks , 2007, 2007 6th International Symposium on Information Processing in Sensor Networks.

[5]  Arun Venkataramani,et al.  A structural approach to latency prediction , 2006, IMC '06.

[6]  Mohamed F. Younis,et al.  Intelligent Gateways Placement for Reduced Data Latency in Wireless Sensor Networks , 2007, 2007 IEEE International Conference on Communications.

[7]  Yiwei Thomas Hou,et al.  Optimal base station placement in wireless sensor networks , 2009, TOSN.

[8]  P.A.M. Anemaet Distributed G-MAC: A flexible MAC protocol for servicing Gossip Algorithms , 2008 .

[9]  Edsger W. Dijkstra,et al.  A note on two problems in connexion with graphs , 1959, Numerische Mathematik.

[10]  Wint Yi Poe,et al.  Self-organized sink placement in large-scale wireless sensor networks , 2009, 2009 IEEE International Symposium on Modeling, Analysis & Simulation of Computer and Telecommunication Systems.

[11]  Chen-Nee Chuah,et al.  Energy-aware node placement in wireless sensor networks , 2004, IEEE Global Telecommunications Conference, 2004. GLOBECOM '04..

[12]  Anup K. Sen,et al.  Greedy by Chance - Stochastic Greedy Algorithms , 2010, 2010 Sixth International Conference on Autonomic and Autonomous Systems.

[13]  Hossam S. Hassanein,et al.  Minimum cost guaranteed lifetime design for heterogeneous wireless sensor networks (WSNs) , 2005, PCCC 2005. 24th IEEE International Performance, Computing, and Communications Conference, 2005..

[14]  Milos Blagojevic,et al.  Fast simulation methods to predict wireless sensor network performance , 2009, PE-WASUN '09.

[15]  Thomas Hérault,et al.  Approximate Probabilistic Model Checking , 2004, VMCAI.

[16]  Henk Corporaal,et al.  Quality-of-service trade-off analysis for wireless sensor networks , 2009, Perform. Evaluation.

[17]  Deborah Estrin,et al.  Statistical model of lossy links in wireless sensor networks , 2005, IPSN 2005. Fourth International Symposium on Information Processing in Sensor Networks, 2005..

[18]  Joseph S. B. Mitchell,et al.  Approximation algorithms for two optimal location problems in sensor networks , 2005, 2nd International Conference on Broadband Networks, 2005..

[19]  Boudewijn R. Haverkort,et al.  Mean-Field Analysis for the Evaluation of Gossip Protocols , 2009, QEST.

[20]  Jean-Yves Le Boudec Performance Evaluation of Computer and Communication Systems , 2010, Computer and communication sciences.

[21]  Stefan Valentin,et al.  Simulating wireless and mobile networks in OMNeT++ the MiXiM vision , 2008, SimuTools.

[22]  Marta Z. Kwiatkowska,et al.  Analysis of a gossip protocol in PRISM , 2008, PERV.

[23]  Alan McGibney,et al.  A wireless sensor network design tool to support building energy management , 2009, BuildSys '09.

[24]  C. D. Gelatt,et al.  Optimization by Simulated Annealing , 1983, Science.

[25]  Peng Gao,et al.  Formal Verification and Simulation for Performance Analysis for Probabilistic Broadcast Protocols , 2006, ADHOC-NOW.

[26]  Chih-Yung Chang,et al.  Energy-aware node placement, topology control and MAC scheduling for wireless sensor networks , 2008, Comput. Networks.

[27]  Wan Fokkink,et al.  A Modeling Framework for Gossip-based Information Spread , 2011, 2011 Eighth International Conference on Quantitative Evaluation of SysTems.